Matches in SemOpenAlex for { <https://semopenalex.org/work/W2888741228> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W2888741228 abstract "In this paper, we propose a predictive regression model for longitudinal images with missing data based on large deformation diffeomorphic metric mapping (LDDMM) and deep neural networks. Instead of directly predicting image scans, our model predicts a vector momentum sequence associated with a baseline image. This momentum sequence parameterizes the original image sequence in the LDDMM framework and lies in the tangent space of the baseline image, which is Euclidean. A recurrent network with long term-short memory (LSTM) units encodes the time-varying changes in the vector-momentum sequence, and a convolutional neural network (CNN) encodes the baseline image of the vector momenta. Features extracted by the LSTM and CNN are fed into a decoder network to reconstruct the vector momentum sequence, which is used for the image sequence prediction by deforming the baseline image with LDDMM shooting. To handle the missing images at some time points, we adopt a binary mask to ignore their reconstructions in the loss calculation. We evaluate our model on synthetically generated images and the brain MRIs from the OASIS dataset. Experimental results demonstrate the promising predictions of the spatiotemporal changes in both datasets, irrespective of large or subtle changes in longitudinal image sequences." @default.
- W2888741228 created "2018-08-31" @default.
- W2888741228 creator A5067792793 @default.
- W2888741228 creator A5077817787 @default.
- W2888741228 date "2018-04-11" @default.
- W2888741228 modified "2023-10-16" @default.
- W2888741228 title "Predictive Image Regression for Longitudinal Studies with Missing Data" @default.
- W2888741228 cites W1161134833 @default.
- W2888741228 cites W1600744878 @default.
- W2888741228 cites W1677182931 @default.
- W2888741228 cites W1835013956 @default.
- W2888741228 cites W2049023713 @default.
- W2888741228 cites W2067470376 @default.
- W2888741228 cites W2095705004 @default.
- W2888741228 cites W2115089982 @default.
- W2888741228 cites W2117145236 @default.
- W2888741228 cites W2121014637 @default.
- W2888741228 cites W2124260444 @default.
- W2888741228 cites W2153119123 @default.
- W2888741228 cites W2160007671 @default.
- W2888741228 cites W2160036540 @default.
- W2888741228 cites W2170167891 @default.
- W2888741228 cites W2401640538 @default.
- W2888741228 cites W2436347709 @default.
- W2888741228 cites W2753016294 @default.
- W2888741228 cites W2755268472 @default.
- W2888741228 cites W2963125871 @default.
- W2888741228 cites W2964121744 @default.
- W2888741228 hasPublicationYear "2018" @default.
- W2888741228 type Work @default.
- W2888741228 sameAs 2888741228 @default.
- W2888741228 citedByCount "5" @default.
- W2888741228 countsByYear W28887412282019 @default.
- W2888741228 countsByYear W28887412282020 @default.
- W2888741228 countsByYear W28887412282021 @default.
- W2888741228 crossrefType "posted-content" @default.
- W2888741228 hasAuthorship W2888741228A5067792793 @default.
- W2888741228 hasAuthorship W2888741228A5077817787 @default.
- W2888741228 hasConcept C11413529 @default.
- W2888741228 hasConcept C115961682 @default.
- W2888741228 hasConcept C119857082 @default.
- W2888741228 hasConcept C12267149 @default.
- W2888741228 hasConcept C142575187 @default.
- W2888741228 hasConcept C153180895 @default.
- W2888741228 hasConcept C154945302 @default.
- W2888741228 hasConcept C2524010 @default.
- W2888741228 hasConcept C2778112365 @default.
- W2888741228 hasConcept C31972630 @default.
- W2888741228 hasConcept C33923547 @default.
- W2888741228 hasConcept C41008148 @default.
- W2888741228 hasConcept C50644808 @default.
- W2888741228 hasConcept C54355233 @default.
- W2888741228 hasConcept C81363708 @default.
- W2888741228 hasConcept C86803240 @default.
- W2888741228 hasConcept C9357733 @default.
- W2888741228 hasConceptScore W2888741228C11413529 @default.
- W2888741228 hasConceptScore W2888741228C115961682 @default.
- W2888741228 hasConceptScore W2888741228C119857082 @default.
- W2888741228 hasConceptScore W2888741228C12267149 @default.
- W2888741228 hasConceptScore W2888741228C142575187 @default.
- W2888741228 hasConceptScore W2888741228C153180895 @default.
- W2888741228 hasConceptScore W2888741228C154945302 @default.
- W2888741228 hasConceptScore W2888741228C2524010 @default.
- W2888741228 hasConceptScore W2888741228C2778112365 @default.
- W2888741228 hasConceptScore W2888741228C31972630 @default.
- W2888741228 hasConceptScore W2888741228C33923547 @default.
- W2888741228 hasConceptScore W2888741228C41008148 @default.
- W2888741228 hasConceptScore W2888741228C50644808 @default.
- W2888741228 hasConceptScore W2888741228C54355233 @default.
- W2888741228 hasConceptScore W2888741228C81363708 @default.
- W2888741228 hasConceptScore W2888741228C86803240 @default.
- W2888741228 hasConceptScore W2888741228C9357733 @default.
- W2888741228 hasLocation W28887412281 @default.
- W2888741228 hasOpenAccess W2888741228 @default.
- W2888741228 hasPrimaryLocation W28887412281 @default.
- W2888741228 hasRelatedWork W1498394303 @default.
- W2888741228 hasRelatedWork W1541086758 @default.
- W2888741228 hasRelatedWork W1855828497 @default.
- W2888741228 hasRelatedWork W1976856618 @default.
- W2888741228 hasRelatedWork W2042313918 @default.
- W2888741228 hasRelatedWork W2604701438 @default.
- W2888741228 hasRelatedWork W2604920239 @default.
- W2888741228 hasRelatedWork W2753016294 @default.
- W2888741228 hasRelatedWork W2756279203 @default.
- W2888741228 hasRelatedWork W2767366875 @default.
- W2888741228 hasRelatedWork W2805701966 @default.
- W2888741228 hasRelatedWork W2904555209 @default.
- W2888741228 hasRelatedWork W2947029018 @default.
- W2888741228 hasRelatedWork W2949424341 @default.
- W2888741228 hasRelatedWork W2950092849 @default.
- W2888741228 hasRelatedWork W2950330877 @default.
- W2888741228 hasRelatedWork W2980098230 @default.
- W2888741228 hasRelatedWork W2981697331 @default.
- W2888741228 hasRelatedWork W3038357608 @default.
- W2888741228 hasRelatedWork W3108975910 @default.
- W2888741228 isParatext "false" @default.
- W2888741228 isRetracted "false" @default.
- W2888741228 magId "2888741228" @default.
- W2888741228 workType "article" @default.